{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db48406d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "sys.path.append(os.path.abspath('..'))  # adiciona a pasta acima (raiz do projeto) no path"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "344f9b84",
   "metadata": {},
   "source": [
    "# Modelo Base - Classificação Multiclasse\n",
    "Treinamento de uma CNN simples com CIFAR-10."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4e1e5c7",
   "metadata": {},
   "source": [
    "# Imports e Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6aa0d3bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100.0%\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from models.modelo_base import ModeloBase\n",
    "from utils.train import train\n",
    "from utils.test import test\n",
    "from utils.metrics import plot_confusion_matrix, plot_metrics\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5,), (0.5,))\n",
    "])\n",
    "\n",
    "trainset = torchvision.datasets.CIFAR10(root='./data/dataset_usado', train=True, download=True, transform=transform)\n",
    "testset = torchvision.datasets.CIFAR10(root='./data/dataset_usado', train=False, download=True, transform=transform)\n",
    "\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=64, shuffle=True)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=64, shuffle=False)\n",
    "\n",
    "classes = trainset.classes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "836d2415",
   "metadata": {},
   "source": [
    "# Treinamento"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8d77f105",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1: Train Acc=0.4887, Test Acc=0.5775\n",
      "Epoch 2: Train Acc=0.6122, Test Acc=0.6267\n",
      "Epoch 3: Train Acc=0.6647, Test Acc=0.6564\n",
      "Epoch 4: Train Acc=0.7004, Test Acc=0.6798\n",
      "Epoch 5: Train Acc=0.7311, Test Acc=0.6826\n"
     ]
    }
   ],
   "source": [
    "model = ModeloBase(num_classes=10).to(device)\n",
    "criterion = torch.nn.CrossEntropyLoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n",
    "\n",
    "train_losses, train_accuracies = [], []\n",
    "test_losses, test_accuracies = [], []\n",
    "\n",
    "for epoch in range(5):\n",
    "    train_loss, train_acc = train(model, trainloader, criterion, optimizer, device)\n",
    "    test_loss, test_acc = test(model, testloader, criterion, device)\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    train_accuracies.append(train_acc)\n",
    "    test_losses.append(test_loss)\n",
    "    test_accuracies.append(test_acc)\n",
    "\n",
    "    print(f\"Epoch {epoch+1}: Train Acc={train_acc:.4f}, Test Acc={test_acc:.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66f6f372",
   "metadata": {},
   "source": [
    "# Matriz de Confusão"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c737fd0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_true, y_pred = [], []\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        images, labels = images.to(device), labels.to(device)\n",
    "        outputs = model(images)\n",
    "        _, preds = torch.max(outputs, 1)\n",
    "        y_true.extend(labels.cpu().numpy())\n",
    "        y_pred.extend(preds.cpu().numpy())\n",
    "\n",
    "plot_confusion_matrix(y_true, y_pred, classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09627df5",
   "metadata": {},
   "source": [
    "# Gráficos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b5d91d5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_metrics(train_accuracies, test_accuracies, train_losses, test_losses)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
